18629010. INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM simplified abstract (CANON KABUSHIKI KAISHA)
INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM
Organization Name
Inventor(s)
Takahiro Kuroyama of Kanagawa (JP)
Itaru Otomaru of Kanagawa (JP)
INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM - A simplified explanation of the abstract
This abstract first appeared for US patent application 18629010 titled 'INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM
The patent application describes an information processing apparatus that generates a learning model using input image data to estimate information about an object in the image.
- The apparatus includes a training data acquisition unit that acquires learning image data and ground truth data as training data.
- It also includes a goodness-of-fit acquisition unit that acquires goodness of fit related to the ground truth data.
- A learning unit then performs training on the learning model based on the training data and goodness of fit.
Potential Applications: - This technology can be used in image recognition systems to improve accuracy and efficiency. - It can be applied in autonomous vehicles for object detection and classification. - Medical imaging could benefit from this technology for diagnosis and analysis.
Problems Solved: - Enhances the accuracy of object estimation in images. - Improves the performance of machine learning models. - Streamlines the training process for learning models.
Benefits: - Increased precision in identifying objects in images. - Faster and more effective training of learning models. - Enhanced capabilities in various industries such as healthcare, automotive, and security.
Commercial Applications: Title: Advanced Image Processing Technology for Enhanced Object Estimation This technology can be commercially utilized in industries such as: - Computer vision systems for security and surveillance. - Autonomous vehicles for improved object recognition. - Healthcare for medical imaging analysis.
Questions about Image Processing Technology: 1. How does this technology improve the accuracy of object estimation in images? - The technology utilizes training data and goodness of fit to enhance the learning model's performance, resulting in more precise object estimation.
2. What are the potential applications of this technology in the healthcare industry? - This technology can be used in medical imaging for diagnosis, analysis, and improving the accuracy of image interpretation.
Original Abstract Submitted
An information processing apparatus for generating a learning model that performs, by using input image data obtained by imaging an object, estimation relating to the object rendered in the image data, includes at least one processor capable of causing the information processing apparatus to function as a training data acquisition unit configured to acquire, as training data used for generating the learning model, learning image data obtained by imaging the object and ground truth data indicating information about the object in the learning image data, a goodness-of-fit acquisition unit configured to acquire goodness of fit relating to the ground truth data, and a learning unit configured to perform training on the learning model based on the training data and the goodness of fit.
